-
2
-
-
0346061723
-
High-dimensional data analysis: The curses and blessings of dimensionality
-
D. L. Donoho, "High-dimensional data analysis: The curses and blessings of dimensionality," inProc. AMSMath Challenges Lecture, 2000, pp. 1-32.
-
(2000)
Proc. AMS Math Challenges Lecture
, pp. 1-32
-
-
Donoho, D.L.1
-
3
-
-
80052740627
-
A spatial-spectral kernel-based approach for the classification of remote-sensing images
-
Jan.
-
M. Fauvel, J. Chanussot, J. A. Benediktsson, "A spatial-spectral kernel-based approach for the classification of remote-sensing images," Pattern Recognit., vol. 45, no. 1, pp. 381-392, Jan. 2012.
-
(2012)
Pattern Recognit.
, vol.45
, Issue.1
, pp. 381-392
-
-
Fauvel, M.1
Chanussot, J.2
Benediktsson, J.A.3
-
4
-
-
80052087210
-
On combining multiple features for hyperspectral remote sensing image classification
-
Mar.
-
L. Zhang, L. Zhang, D. Tao, X. Huang, "On combining multiple features for hyperspectral remote sensing image classification," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 3, pp. 879-893, Mar. 2012.
-
(2012)
IEEE Trans. Geosci. Remote Sens.
, vol.50
, Issue.3
, pp. 879-893
-
-
Zhang, L.1
Zhang, L.2
Tao, D.3
Huang, X.4
-
5
-
-
0036762725
-
Spatial/spectral endmember extraction by multidimensional morphological operations
-
Sep.
-
A. Plaza, P.Martinez, R. Pérez, J. Plaza, "Spatial/spectral endmember extraction by multidimensional morphological operations," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 9, pp. 2025-2041, Sep. 2002.
-
(2002)
IEEE Trans. Geosci. Remote Sens.
, vol.40
, Issue.9
, pp. 2025-2041
-
-
Plaza, A.1
Martinez, P.2
Pérez, R.3
Plaza, J.4
-
6
-
-
0027632336
-
Analyzing high-dimensional multispectral data
-
Jul.
-
C. Lee and D. A. Landgrebe, "Analyzing high-dimensional multispectral data," IEEE Trans. Geosci. Remote Sens., vol. 31, no. 4, pp. 792-800, Jul. 1993.
-
(1993)
IEEE Trans. Geosci. Remote Sens.
, vol.31
, Issue.4
, pp. 792-800
-
-
Lee, C.1
Landgrebe, D.A.2
-
7
-
-
84859784358
-
Locality-preserving dimensionality reduction and classification for hyperspectral image analysis
-
Apr.
-
W. Li, S. Prasad, J. E. Fowler, L. M. Bruce, "Locality-preserving dimensionality reduction and classification for hyperspectral image analysis," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 4, pp. 1185-1198, Apr. 2012.
-
(2012)
IEEE Trans. Geosci. Remote Sens.
, vol.50
, Issue.4
, pp. 1185-1198
-
-
Li, W.1
Prasad, S.2
Fowler, J.E.3
Bruce, L.M.4
-
8
-
-
84863455923
-
Comparative study of intrinsic dimensionality estimation and dimension reduction techniques on hyperspectral images using K-NN classifier
-
Nov.
-
M. Hasanlou and F. Samadzadegan, "Comparative study of intrinsic dimensionality estimation and dimension reduction techniques on hyperspectral images using K-NN classifier," IEEE Geosci. Remote Sens. Lett., vol. 9, no. 6, pp. 1046-1050, Nov. 2012.
-
(2012)
IEEE Geosci. Remote Sens. Lett.
, vol.9
, Issue.6
, pp. 1046-1050
-
-
Hasanlou, M.1
Samadzadegan, F.2
-
9
-
-
84888858813
-
Dimension reduction with randomized anisotropic transform for hyperspectral image classification
-
H. Luo, L. Yang, H. Yuan, Y. Y. Tang, "Dimension reduction with randomized anisotropic transform for hyperspectral image classification," in Proc. IEEE Int. Conf. CYBCONF, 2013, pp. 156-161.
-
(2013)
Proc. IEEE Int. Conf. CYBCONF
, pp. 156-161
-
-
Luo, H.1
Yang, L.2
Yuan, H.3
Tang, Y.Y.4
-
10
-
-
84867975740
-
A new dimensionality reduction algorithm for hyperspectral image using evolutionary strategy
-
Nov.
-
J. Yin, Y. Wang, J. Hu, "A new dimensionality reduction algorithm for hyperspectral image using evolutionary strategy," IEEE Trans. Ind. Inform., vol. 8, no. 4, pp. 935-943, Nov. 2012.
-
(2012)
IEEE Trans. Ind. Inform.
, vol.8
, Issue.4
, pp. 935-943
-
-
Yin, J.1
Wang, Y.2
Hu, J.3
-
11
-
-
84901313744
-
Dimensionality reduction of hyperspectral images based on robust spatial information using locally linear embedding
-
Oct.
-
Y. Fang et al., "Dimensionality reduction of hyperspectral images based on robust spatial information using locally linear embedding," IEEE Geosci. Remote Sens. Lett., vol. 11, no. 10, pp. 1712-1716, Oct. 2014.
-
(2014)
IEEE Geosci. Remote Sens. Lett.
, vol.11
, Issue.10
, pp. 1712-1716
-
-
Fang, Y.1
-
12
-
-
84863418938
-
Discriminant sparse neighborhood preserving embedding for face recognition
-
Aug.
-
J. Gui et al., "Discriminant sparse neighborhood preserving embedding for face recognition," Pattern Recognit., vol. 45, no. 8, pp. 2884-2893, Aug. 2012.
-
(2012)
Pattern Recognit.
, vol.45
, Issue.8
, pp. 2884-2893
-
-
Gui, J.1
-
13
-
-
85032751123
-
Manifold-learningbased feature extraction for classification of hyperspectral data: A review of advances in manifold learning
-
Jan.
-
D. Lunga, S. Prasad, M. M. Crawford, O. Ersoy, "Manifold-learningbased feature extraction for classification of hyperspectral data: A review of advances in manifold learning," IEEE Signal Process. Mag., vol. 31, no. 1, pp. 55-66, Jan. 2014.
-
(2014)
IEEE Signal Process. Mag.
, vol.31
, Issue.1
, pp. 55-66
-
-
Lunga, D.1
Prasad, S.2
Crawford, M.M.3
Ersoy, O.4
-
14
-
-
79952022416
-
Semisupervised dimensionality reduction with pairwise constraints for hyperspectral image classification
-
Mar.
-
S. Chen and D. Zhang, "Semisupervised dimensionality reduction with pairwise constraints for hyperspectral image classification," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 2, pp. 369-373, Mar. 2011.
-
(2011)
IEEE Geosci. Remote Sens. Lett.
, vol.8
, Issue.2
, pp. 369-373
-
-
Chen, S.1
Zhang, D.2
-
15
-
-
84883748507
-
Semisupervised discriminative locally enhanced alignment for hyperspectral image classification
-
Sep.
-
Q. Shi, L. Zhang, B. Du, "Semisupervised discriminative locally enhanced alignment for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 9, pp. 4800-4815, Sep. 2013.
-
(2013)
IEEE Trans. Geosci. Remote Sens.
, vol.51
, Issue.9
, pp. 4800-4815
-
-
Shi, Q.1
Zhang, L.2
Du, B.3
-
16
-
-
2642530204
-
Nonparametric weighted feature extraction for classification
-
May
-
B.-C. Kuo and D. Landgrebe, "Nonparametric weighted feature extraction for classification," IEEE Trans. Geosci. Remote Sens., vol. 42, no. 5, pp. 1096-1105, May 2004.
-
(2004)
IEEE Trans. Geosci. Remote Sens.
, vol.42
, Issue.5
, pp. 1096-1105
-
-
Kuo, B.-C.1
Landgrebe, D.2
-
17
-
-
34249086815
-
Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis
-
M. Sugiyama, "Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis," J. Mach. Learn. Res., vol. 8, pp. 1027-1061, 2007.
-
(2007)
J. Mach. Learn. Res.
, vol.8
, pp. 1027-1061
-
-
Sugiyama, M.1
-
18
-
-
24644496298
-
Local discriminant embedding and its variants
-
H.-T. Chen, H.-W. Chang, T.-L. Liu, "Local discriminant embedding and its variants," in Proc. IEEE CVPR, 2005, vol. 2, pp. 846-853.
-
(2005)
Proc. IEEE CVPR
, vol.2
, pp. 846-853
-
-
Chen, H.-T.1
Chang, H.-W.2
Liu, T.-L.3
-
19
-
-
33947194180
-
Graph embedding and extensions: A general framework for dimensionality reduction
-
Jan.
-
S. Yan et al., "Graph embedding and extensions: A general framework for dimensionality reduction," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 1, pp. 40-51, Jan. 2007.
-
(2007)
IEEE Trans. Pattern Anal. Mach. Intell.
, vol.29
, Issue.1
, pp. 40-51
-
-
Yan, S.1
-
20
-
-
0034890711
-
An improved model for automatic feature-based registration of SAR and spot images
-
Jun.
-
P. Dare and I. Dowman, "An improved model for automatic feature-based registration of SAR and spot images," ISPRS J. Photogramm. Remote Sens., vol. 56, no. 1, pp. 13-28, Jun. 2001.
-
(2001)
ISPRS J. Photogramm. Remote Sens.
, vol.56
, Issue.1
, pp. 13-28
-
-
Dare, P.1
Dowman, I.2
-
21
-
-
79955521136
-
Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis
-
May
-
M. Dalla Mura, A. Villa, J. A. Benediktsson, J. Chanussot, L. Bruzzone, "Classification of hyperspectral images by using extended morphological attribute profiles and independent component analysis," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 3, pp. 542-546, May 2011.
-
(2011)
IEEE Geosci. Remote Sens. Lett.
, vol.8
, Issue.3
, pp. 542-546
-
-
Dalla Mura, M.1
Villa, A.2
Benediktsson, J.A.3
Chanussot, J.4
Bruzzone, L.5
-
22
-
-
33746600649
-
Reducing the dimensionality of data with neural networks
-
Jul.
-
G. E. Hinton and R. R. Salakhutdinov, "Reducing the dimensionality of data with neural networks," Science, vol. 313, no. 5786, pp. 504-507, Jul. 2006.
-
(2006)
Science
, vol.313
, Issue.5786
, pp. 504-507
-
-
Hinton, G.E.1
Salakhutdinov, R.R.2
-
23
-
-
84864073449
-
Greedy layerwise training of deep networks
-
Y. Bengio, P. Lamblin, D. Popovici, H. Larochelle, "Greedy layerwise training of deep networks," Adv. Neural Inf. Process. Syst., vol. 19, p. 153, 2007.
-
(2007)
Adv. Neural Inf. Process. Syst.
, vol.19
, pp. 153
-
-
Bengio, Y.1
Lamblin, P.2
Popovici, D.3
Larochelle, H.4
-
24
-
-
84905925092
-
Deep learning-based classification of hyperspectral data
-
Jun.
-
Y. Chen, Z. Lin, X. Zhao, G. Wang, Y. Gu, "Deep learning-based classification of hyperspectral data," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 6, pp. 2094-2107, Jun. 2014.
-
(2014)
IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens.
, vol.7
, Issue.6
, pp. 2094-2107
-
-
Chen, Y.1
Lin, Z.2
Zhao, X.3
Wang, G.4
Gu, Y.5
-
25
-
-
84901322878
-
Vehicle detection in satellite images by hybrid deep convolutional neural networks
-
Oct.
-
X. Chen, S. Xiang, C.-L. Liu, C.-H. Pan, "Vehicle detection in satellite images by hybrid deep convolutional neural networks," IEEE Geosci. Remote Sens. Lett., vol. 11, no. 10, pp. 1797-1801, Oct. 2014.
-
(2014)
IEEE Geosci. Remote Sens. Lett.
, vol.11
, Issue.10
, pp. 1797-1801
-
-
Chen, X.1
Xiang, S.2
Liu, C.-L.3
Pan, C.-H.4
-
26
-
-
84896389880
-
Feature extraction of hyperspectral images with image fusion and recursive filtering
-
Jun.
-
X. Kang, S. Li, J. A. Benediktsson, "Feature extraction of hyperspectral images with image fusion and recursive filtering," IEEE Trans. Geosci. Remote Sens., vol. 52, no. 6, pp. 3742-3752, Jun. 2014.
-
(2014)
IEEE Trans. Geosci. Remote Sens.
, vol.52
, Issue.6
, pp. 3742-3752
-
-
Kang, X.1
Li, S.2
Benediktsson, J.A.3
-
27
-
-
0030737097
-
Face recognition: A convolutional neural-network approach
-
Jan.
-
S. Lawrence, C. L. Giles, A. C. Tsoi, A. D. Back, "Face recognition: A convolutional neural-network approach," IEEE Trans. Neural Netw., vol. 8, no. 1, pp. 98-113, Jan. 1997.
-
(1997)
IEEE Trans. Neural Netw.
, vol.8
, Issue.1
, pp. 98-113
-
-
Lawrence, S.1
Giles, C.L.2
Tsoi, A.C.3
Back, A.D.4
-
28
-
-
84906303790
-
Dimension reduction using spatial and spectral regularized local discriminant embedding for hyperspectral image classification
-
Feb.
-
Y. Zhou, J. Peng, C. Chen, "Dimension reduction using spatial and spectral regularized local discriminant embedding for hyperspectral image classification," IEEE Trans. Geosci. Remote Sens., vol. 53, no. 2, pp. 1082-1095, Feb. 2015.
-
(2015)
IEEE Trans. Geosci. Remote Sens.
, vol.53
, Issue.2
, pp. 1082-1095
-
-
Zhou, Y.1
Peng, J.2
Chen, C.3
-
29
-
-
84937137588
-
On combining multiscale deep learning features for the classification of hyperspectral remote sensing imagery
-
W. Zhao, Z. Guo, J. Yue, X. Zhang, L. Luo, "On combining multiscale deep learning features for the classification of hyperspectral remote sensing imagery," Int. J. Remote Sens., vol. 36, no. 13, pp. 3368-3379, 2015.
-
(2015)
Int. J. Remote Sens.
, vol.36
, Issue.13
, pp. 3368-3379
-
-
Zhao, W.1
Guo, Z.2
Yue, J.3
Zhang, X.4
Luo, L.5
-
30
-
-
84930423638
-
Spectral-spatial classification of hyperspectral images using deep convolutional neural networks
-
J. Yue, W. Zhao, S. Mao, H. Liu, "Spectral-spatial classification of hyperspectral images using deep convolutional neural networks," Remote Sens. Lett., vol. 6, no. 6, pp. 468-477, 2015.
-
(2015)
Remote Sens. Lett.
, vol.6
, Issue.6
, pp. 468-477
-
-
Yue, J.1
Zhao, W.2
Mao, S.3
Liu, H.4
-
31
-
-
84956620231
-
Learning multiscale and deep representations for classifying remotely sensed imagery
-
Mar.
-
W. Zhao and S. Du, "Learning multiscale and deep representations for classifying remotely sensed imagery," ISPRS J. Photogramm. Remote Sens., vol. 113, pp. 155-165, Mar. 2016. [Online]. Available: http://www. sciencedirect.com/science/article/pii/S0924271616000137.
-
(2016)
ISPRS J. Photogramm. Remote Sens.
, vol.113
, pp. 155-165
-
-
Zhao, W.1
Du, S.2
-
32
-
-
14644435059
-
Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations
-
Mar.
-
A. Plaza, P. Martinez, J. Plaza, R. Perez, "Dimensionality reduction and classification of hyperspectral image data using sequences of extended morphological transformations," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 3, pp. 466-479, Mar. 2005.
-
(2005)
IEEE Trans. Geosci. Remote Sens.
, vol.43
, Issue.3
, pp. 466-479
-
-
Plaza, A.1
Martinez, P.2
Plaza, J.3
Perez, R.4
-
33
-
-
56849127860
-
Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles
-
Nov.
-
M. Fauvel, J. A. Benediktsson, J. Chanussot, J. R. Sveinsson, "Spectral and spatial classification of hyperspectral data using SVMs and morphological profiles," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 11, pp. 3804-3814, Nov. 2008.
-
(2008)
IEEE Trans. Geosci. Remote Sens.
, vol.46
, Issue.11
, pp. 3804-3814
-
-
Fauvel, M.1
Benediktsson, J.A.2
Chanussot, J.3
Sveinsson, J.R.4
-
34
-
-
84896329631
-
Remotely sensed image classification using sparse representations of morphological attribute profiles
-
Aug.
-
B. Song et al., "Remotely sensed image classification using sparse representations of morphological attribute profiles," IEEE Trans. Geosci. Remote Sens., vol. 52, no. 8, pp. 5122-5136, Aug. 2014.
-
(2014)
IEEE Trans. Geosci. Remote Sens.
, vol.52
, Issue.8
, pp. 5122-5136
-
-
Song, B.1
|